White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Cropped to 750 m isobath, all covariates (u and v become vel_mag), evaluated using accuracy
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9507979 | 0.8872715 | 0.9897153 | 0.9240911 |
| bt | 0.7686170 | 0.8334952 | 0.8445701 | 0.5474270 |
| maxnet | 0.6808511 | 0.9872304 | 0.8107439 | 0.4914235 |
| gam | 0.7406915 | NA | NA | NA |
| glm | 0.6795213 | NA | NA | NA |
Variable Importance
